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Title:

The mobile fitness coach: Towards individualized skill assessment using personalized mobile devices

Author(s):
Kranz, Matthias; Möller, Andreas; Hammerla, Nils; Diewald, Stefan; Plötz, Thomas; Olivier, Patrick; Roalter, Luis
Abstract:
We report on our extended research on GymSkill, a smartphone system for comprehensive physical exercising support, from sensor data logging, activity recognition to on-top skill assessment, using the phone's built-in sensors. In two iterations, we used principal component breakdown analysis (PCBA) and criteria-based scores for individualized and personalized automated feedback on the phone, with the goal to track training quality and success and give feedback to the user, as well as to engage an...     »
Keywords:
Skill assessment, Physical exercising, Mobile computing, Mobile HCI, Human-computer interaction, Sports, Activity recognition, Pervasive computing, Ubiquitous computing
Journal title:
Pervasive and Mobile Computing
Year:
2013
Journal volume:
9
Month:
apr
Journal issue:
2
Pages contribution:
203--215
Fulltext / DOI:
doi:10.1016/j.pmcj.2012.06.002
Print-ISSN:
1574-1192
Notes:
ce:title>Special Section: Mobile Interactions with the Real World
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